{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9e175396",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "362aad21",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']  # 用来正常显示中文标签 \n",
    "plt.rcParams['axes.unicode_minus']=False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e21f803b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(81, 4)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('数据量统计.csv')\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "181a4471",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>类别</th>\n",
       "      <th>训练集数量</th>\n",
       "      <th>测试集数量</th>\n",
       "      <th>数量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>人参果</td>\n",
       "      <td>146</td>\n",
       "      <td>36</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>佛手瓜</td>\n",
       "      <td>129</td>\n",
       "      <td>32</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>哈密瓜</td>\n",
       "      <td>157</td>\n",
       "      <td>39</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>圣女果</td>\n",
       "      <td>158</td>\n",
       "      <td>39</td>\n",
       "      <td>197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>山楂</td>\n",
       "      <td>159</td>\n",
       "      <td>39</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>青苹果</td>\n",
       "      <td>156</td>\n",
       "      <td>39</td>\n",
       "      <td>195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>香橼</td>\n",
       "      <td>104</td>\n",
       "      <td>25</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>香蕉</td>\n",
       "      <td>155</td>\n",
       "      <td>38</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>黄桃</td>\n",
       "      <td>155</td>\n",
       "      <td>38</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>黑莓</td>\n",
       "      <td>150</td>\n",
       "      <td>37</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     类别  训练集数量  测试集数量   数量\n",
       "0   人参果    146     36  182\n",
       "1   佛手瓜    129     32  161\n",
       "2   哈密瓜    157     39  196\n",
       "3   圣女果    158     39  197\n",
       "4    山楂    159     39  198\n",
       "..  ...    ...    ...  ...\n",
       "76  青苹果    156     39  195\n",
       "77   香橼    104     25  129\n",
       "78   香蕉    155     38  193\n",
       "79   黄桃    155     38  193\n",
       "80   黑莓    150     37  187\n",
       "\n",
       "[81 rows x 4 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f2abcaa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 指定可视化的特征\n",
    "feature = '数量'\n",
    "# feature = 'trainset'\n",
    "# feature = 'testset'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "51b58abc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>类别</th>\n",
       "      <th>训练集数量</th>\n",
       "      <th>测试集数量</th>\n",
       "      <th>数量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>腰果</td>\n",
       "      <td>160</td>\n",
       "      <td>40</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>白萝卜</td>\n",
       "      <td>160</td>\n",
       "      <td>39</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>葡萄-红</td>\n",
       "      <td>160</td>\n",
       "      <td>39</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>油桃</td>\n",
       "      <td>160</td>\n",
       "      <td>39</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>菠萝蜜</td>\n",
       "      <td>160</td>\n",
       "      <td>39</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      类别  训练集数量  测试集数量   数量\n",
       "53    腰果    160     40  200\n",
       "42   白萝卜    160     39  199\n",
       "63  葡萄-红    160     39  199\n",
       "30    油桃    160     39  199\n",
       "61   菠萝蜜    160     39  199"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.sort_values(by=feature, ascending=False) # 按数量降序排列\n",
    "df.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "365608e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 7))\n",
    "\n",
    "x = df['类别']\n",
    "y = df[feature]\n",
    "\n",
    "plt.bar(x, y, facecolor='#1f77b4', edgecolor='k')\n",
    "\n",
    "plt.xticks(rotation=90)\n",
    "plt.tick_params(labelsize=15)\n",
    "plt.xlabel('种类', fontsize=20)\n",
    "plt.ylabel('图像数量', fontsize=20)\n",
    "\n",
    "# plt.savefig('各类别图片数量.pdf', dpi=120, bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e0076d51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22, 7))\n",
    "x = df['类别']\n",
    "y1 = df['测试集数量']\n",
    "y2 = df['训练集数量']\n",
    "\n",
    "width = 0.55 # 柱状图宽度\n",
    "\n",
    "plt.xticks(rotation=90) # 横轴文字旋转\n",
    "\n",
    "plt.bar(x, y1, width, label='测试集')\n",
    "plt.bar(x, y2, width, label='训练集', bottom=y1)\n",
    "\n",
    "\n",
    "plt.xlabel('类别', fontsize=20)\n",
    "plt.ylabel('图像数量', fontsize=20)\n",
    "plt.tick_params(labelsize=13) # 设置坐标文字大小\n",
    "\n",
    "plt.legend(fontsize=16) # 图例\n",
    "\n",
    "# 保存为高清的 pdf 文件\n",
    "plt.savefig('各类别图像数量.pdf', dpi=120, bbox_inches='tight')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31014b45",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
